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Table 1 Performance results (%) for pre-seizure and seizure EEG signal classification using the time-domain feature-set

From: Epileptic seizure classifications using empirical mode decomposition and its derivative

ApproachComponentsSVMKNNNaive BayesLogistic regression
ACCF-scoreACCF-scoreACCF-scoreACCF-score
EMDIMF155.8143.6494.5694.4591.5691.2494.6994.94
IMF277.7579.5493.5093.4091.4491.0694.3894.19
IMF386.1987.7593.8893.7593.3893.2494.6994.60
IMF1–IMF294.6394.729695.9492.2592.0293.4493.42
IMF1–IMF396.1296.1495.2595.1994.9494.8697.18 97.14
IMF2–IMF378.6373.1194.6994.609392.8494.3894.30
IMF1–374.4469.0795.7595.7194.1994.0896.8896.88
IMF1–478.8875.2495.6395.5493.5093.3991.5691.03
EEMDIMF191.3891.2895.1995.2092.6992.5295.3195.27
IMF262.4460.8090.9490.6390.6390.1492.8192.60
IMF371.4469.7594.4494.3493.6393.5594.3894.27
IMF1–IMF296.0696.0495.0695.0691.7591.5695.3195.30
IMF1–IMF395.5095.2296.3196.2893.5693.5098.1398.13
IMF2–IMF392.7592.3394.5094.3992.3892.2494.3894.30
IMF1–373.4464.3696.6396.6193.8193.7390.9490.61
IMF1–473.1368.0096.5096.4392.8192.7190.6390.51
DWTAC+DC1-371.3860.5194.2594.3193.5093.3992.0992.06
EEGAll EEG53.9445.2689.7589.9678.9475.3887.8187.21